item 20: gate threshold curve + oracle bound (probs pass, merge per-item LUT, offline sweep)
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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@@ -439,3 +439,18 @@ and compute savings are demonstrated and cheap; difficulty-selective
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DEPTH allocation remains unsolved at 3K-param-head scale — binding
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constraint is classifier quality on the k=0/s0 state, exactly where E0
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started. Next per plan: threshold sweep (cheap) before any E2.
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20. **E1 threshold curve + oracle bound (pre-registered 2026-07-16 ~02:15,
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before running).** Phase 1: record E1c head's halt probabilities per
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test item (one GPU pass). Phase 2: per-item outcomes for the frozen
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curriculum merge at k=0/1/2/4 (four generation sweeps, tag merge_lut —
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doubles as the reusable gate-evaluation lookup table and supplies the
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long-missing per-item logs for the canonical merge). Phase 3 (offline):
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gated accuracy at thresholds .3-.99 by composing k*(theta) with the
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lookup; plus the ORACLE gate (best k per item) = the ceiling any gate
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can reach with this merge. Predictions: (a) some theta gives hard >=
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32% with easy >= 93% and E[k] <= 2.2 (dominating E0 on compute at
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comparable accuracy); (b) the curve is monotone in theta; (c) oracle
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overall >= 55% — if so, gate-quality headroom is large and further
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gate work is justified; if oracle < 53%, gating this merge is nearly
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saturated and the program pivots to E2 or closes.
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